Few-shot Classification on CPTAC (test)
93.4LUNG ST PerformancePRISM
Evaluation Results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| PRISMk (Shot count)=25, Training Dataset=TCGA2024.11 | 93.4 | 74.7 | 66.1 | 65.7 | 68 | 60.6 | 55 | 67.5 | 58.8 | 50.1 | 66 | |
| COBRA-H0k (Shot count)=25, Training Dataset=TCGA, Backbone=H-Optimus-0, Weighting Vector Generation=Cross-modal training FMs used2024.11 | 86.5 | 69.4 | 70.2 | 62.1 | 67.3 | 58.7 | 53.9 | 68.9 | 60.8 | 50.9 | 63 | |
| COBRA-V2k (Shot count)=25, Training Dataset=TCGA, Backbone=Virchow-2, Weighting Vector Generation=Cross-modal training FMs used2024.11 | 86 | 67.5 | 66.8 | 63.6 | 64.1 | 58.6 | 54.8 | 76.3 | 67.4 | 50.7 | 65.6 | |
| MADELEINEk (Shot count)=25, Training Dataset=TCGA2024.11 | 85.6 | 64.1 | 59.3 | 61.4 | 64.7 | 57.1 | 55.7 | 64.6 | 50.9 | 50.5 | 61.4 | |
| COBRA-UNIk (Shot count)=25, Training Dataset=TCGA, Backbone=UNI, Weighting Vector Generation=Cross-modal training FMs used2024.11 | 85.5 | 67 | 67 | 63.8 | 67.3 | 58.7 | 54.3 | 69.6 | 64.6 | 50.3 | 64.8 | |
| CONCHk (Shot count)=25, Training Dataset=TCGA2024.11 | 83.1 | 62.8 | 57.4 | 58.1 | 62.3 | 58.3 | 52.5 | 67 | 58.6 | 52 | 61.2 | |
| COBRA-CTPk (Shot count)=25, Training Dataset=TCGA, Backbone=CTransPath, Weighting Vector Generation=Cross-modal training FMs used2024.11 | 80.7 | 60.5 | 63.5 | 61.6 | 62.8 | 56.4 | 50 | 67.1 | 53.2 | 49.4 | 60.5 | |
| CHIEFk (Shot count)=25, Training Dataset=TCGA2024.11 | 77 | 60.4 | 62.1 | 60.1 | 63.3 | 60.3 | 53.1 | 61.5 | 56.4 | 50 | 59.7 | |
| Virchow2k (Shot count)=25, Training Dataset=TCGA, Patch Embedding Aggregation Method=mean2024.11 | 73.9 | 60.1 | 63.4 | 58.5 | 63 | 55.6 | 53.1 | 72.3 | 58.5 | 52.8 | 61.1 | |
| H-Optimusk (Shot count)=25, Training Dataset=TCGA, Patch Embedding Aggregation Method=mean2024.11 | 71.4 | 59.5 | 62.4 | 57.7 | 54 | 51.1 | 52.2 | 61.8 | 54.9 | 50.5 | 57.5 | |
| GigaPathk (Shot count)=25, Training Dataset=TCGA, Patch Embedding Aggregation Method=mean2024.11 | 71.3 | 55.6 | 64.8 | 57.2 | 59.6 | 54 | 54.5 | 61.8 | 55.6 | 51.6 | 58.6 | |
| UNIk (Shot count)=25, Training Dataset=TCGA2024.11 | 70.4 | 56.6 | 60.6 | 58.9 | 61.1 | 58.1 | 51.9 | 65.1 | 54.9 | 53.6 | 59.1 | |
| GigaPath-SEk (Shot count)=25, Training Dataset=TCGA2024.11 | 68.6 | 53.5 | 59.8 | 55.5 | 54.4 | 53.6 | 53.6 | 57.3 | 52.7 | 49.8 | 55.6 | |
| Virchowk (Shot count)=25, Training Dataset=TCGA, Patch Embedding Aggregation Method=mean2024.11 | 64.8 | 55 | 56.6 | 54.5 | 54.1 | 53.8 | 49.7 | 60.3 | 54.3 | 52 | 55.5 | |
| CTransPathk (Shot count)=25, Training Dataset=TCGA, Patch Embedding Aggregation Method=mean2024.11 | 64.2 | 54.6 | 56.1 | 56.6 | 59.9 | 55.9 | 50.4 | 57.9 | 52.2 | 50 | 55.8 |